Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 406572 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 8813 |
| Duplicate rows (%) | 2.2% |
| Total size in memory | 37.2 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 3 |
| Dataset has 8813 (2.2%) duplicate rows | Duplicates |
fps_lags is highly correlated with dropped_frames_mean and 2 other fields | High correlation |
dropped_frames_mean is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_std is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_max is highly correlated with fps_lags and 2 other fields | High correlation |
rtt_mean is highly correlated with rtt_std | High correlation |
rtt_std is highly correlated with rtt_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
fps_lags is highly correlated with dropped_frames_mean and 2 other fields | High correlation |
dropped_frames_mean is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_std is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_max is highly correlated with fps_lags and 2 other fields | High correlation |
fps_mean is highly correlated with fps_std and 2 other fields | High correlation |
fps_std is highly correlated with fps_mean | High correlation |
fps_lags is highly correlated with fps_mean and 1 other fields | High correlation |
rtt_mean is highly correlated with rtt_std | High correlation |
rtt_std is highly correlated with rtt_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_std and 1 other fields | High correlation |
dropped_frames_std is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
auto_fec_state is highly correlated with auto_fec_mean | High correlation |
auto_fec_mean is highly correlated with auto_fec_state | High correlation |
stream_quality is highly correlated with fps_mean and 1 other fields | High correlation |
rtt_mean is highly skewed (γ1 = 25.23323843) | Skewed |
rtt_std is highly skewed (γ1 = 56.63966126) | Skewed |
dropped_frames_mean is highly skewed (γ1 = 31.2300008) | Skewed |
dropped_frames_std is highly skewed (γ1 = 73.37976309) | Skewed |
dropped_frames_max is highly skewed (γ1 = 29.76581419) | Skewed |
fps_mean has 4131 (1.0%) zeros | Zeros |
fps_std has 97096 (23.9%) zeros | Zeros |
fps_lags has 379021 (93.2%) zeros | Zeros |
rtt_mean has 9597 (2.4%) zeros | Zeros |
rtt_std has 19986 (4.9%) zeros | Zeros |
dropped_frames_mean has 375215 (92.3%) zeros | Zeros |
dropped_frames_std has 377427 (92.8%) zeros | Zeros |
dropped_frames_max has 375215 (92.3%) zeros | Zeros |
auto_fec_mean has 47276 (11.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-02 20:39:49.292483 |
|---|---|
| Analysis finished | 2022-10-02 20:40:13.603894 |
| Duration | 24.31 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 682 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.49756083 |
| Minimum | 0 |
|---|---|
| Maximum | 127.1 |
| Zeros | 4131 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 28.3 |
| median | 30 |
| Q3 | 43 |
| 95-th percentile | 57.4 |
| Maximum | 127.1 |
| Range | 127.1 |
| Interquartile range (IQR) | 14.7 |
Descriptive statistics
| Standard deviation | 11.62549412 |
|---|---|
| Coefficient of variation (CV) | 0.3369946698 |
| Kurtosis | 0.1910700531 |
| Mean | 34.49756083 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 0.5474419808 |
| Sum | 14025742.3 |
| Variance | 135.1521135 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 80516 | 19.8% |
| 29.9 | 15303 | 3.8% |
| 29.8 | 8865 | 2.2% |
| 29.7 | 6596 | 1.6% |
| 30.1 | 6029 | 1.5% |
| 29.6 | 5443 | 1.3% |
| 25 | 4773 | 1.2% |
| 29.5 | 4686 | 1.2% |
| 0 | 4131 | 1.0% |
| 29.4 | 3931 | 1.0% |
| Other values (672) | 266299 |
| Value | Count | Frequency (%) |
| 0 | 4131 | |
| 0.1 | 8 | < 0.1% |
| 0.2 | 6 | < 0.1% |
| 0.3 | 3 | < 0.1% |
| 0.4 | 9 | < 0.1% |
| 0.5 | 5 | < 0.1% |
| 0.6 | 5 | < 0.1% |
| 0.7 | 5 | < 0.1% |
| 0.8 | 7 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 127.1 | 1 | |
| 125.8 | 1 | |
| 111 | 1 | |
| 102.7 | 1 | |
| 98.7 | 1 | |
| 95.4 | 1 | |
| 91.8 | 1 | |
| 83.7 | 1 | |
| 83 | 1 | |
| 80.2 | 1 |
| Distinct | 23910 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.285486482 |
| Minimum | 0 |
|---|---|
| Maximum | 312.5408418 |
| Zeros | 97096 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.316227766 |
| median | 0.994428926 |
| Q3 | 2.59058123 |
| 95-th percentile | 9.503800409 |
| Maximum | 312.5408418 |
| Range | 312.5408418 |
| Interquartile range (IQR) | 2.274353464 |
Descriptive statistics
| Standard deviation | 3.708530663 |
|---|---|
| Coefficient of variation (CV) | 1.622643884 |
| Kurtosis | 385.8439851 |
| Mean | 2.285486482 |
| Median Absolute Deviation (MAD) | 0.994428926 |
| Skewness | 7.823023193 |
| Sum | 929214.8101 |
| Variance | 13.75319968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 97096 | 23.9% |
| 0.316227766 | 6337 | 1.6% |
| 0.316227766 | 4891 | 1.2% |
| 0.316227766 | 4091 | 1.0% |
| 0.316227766 | 4053 | 1.0% |
| 0.316227766 | 3086 | 0.8% |
| 0.4216370214 | 2066 | 0.5% |
| 0.4216370214 | 1975 | 0.5% |
| 0.4714045208 | 1964 | 0.5% |
| 0.9486832981 | 1935 | 0.5% |
| Other values (23900) | 279078 |
| Value | Count | Frequency (%) |
| 0 | 97096 | |
| 0.316227766 | 202 | < 0.1% |
| 0.316227766 | 4891 | 1.2% |
| 0.316227766 | 3086 | 0.8% |
| 0.316227766 | 4053 | 1.0% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 6337 | 1.6% |
| 0.316227766 | 4091 | 1.0% |
| 0.316227766 | 415 | 0.1% |
| 0.316227766 | 156 | < 0.1% |
| Value | Count | Frequency (%) |
| 312.5408418 | 1 | |
| 307.1672726 | 1 | |
| 307.0061346 | 1 | |
| 151.7123008 | 1 | |
| 148.898959 | 1 | |
| 141.1563751 | 1 | |
| 139.6567618 | 1 | |
| 103.2735849 | 1 | |
| 98.05718286 | 1 | |
| 96.99765175 | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1831508318 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 379021 |
| Zeros (%) | 93.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.099383751 |
|---|---|
| Coefficient of variation (CV) | 6.002614019 |
| Kurtosis | 68.82399684 |
| Mean | 0.1831508318 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.170234279 |
| Sum | 74464 |
| Variance | 1.208644631 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 379021 | |
| 1 | 19460 | 4.8% |
| 10 | 4485 | 1.1% |
| 2 | 2384 | 0.6% |
| 3 | 570 | 0.1% |
| 4 | 203 | < 0.1% |
| 5 | 175 | < 0.1% |
| 6 | 97 | < 0.1% |
| 8 | 64 | < 0.1% |
| 7 | 61 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 379021 | |
| 1 | 19460 | 4.8% |
| 2 | 2384 | 0.6% |
| 3 | 570 | 0.1% |
| 4 | 203 | < 0.1% |
| 5 | 175 | < 0.1% |
| 6 | 97 | < 0.1% |
| 7 | 61 | < 0.1% |
| 8 | 64 | < 0.1% |
| 9 | 52 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 4485 | 1.1% |
| 9 | 52 | < 0.1% |
| 8 | 64 | < 0.1% |
| 7 | 61 | < 0.1% |
| 6 | 97 | < 0.1% |
| 5 | 175 | < 0.1% |
| 4 | 203 | < 0.1% |
| 3 | 570 | 0.1% |
| 2 | 2384 | 0.6% |
| 1 | 19460 |
| Distinct | 6078 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.31439966 |
| Minimum | 0 |
|---|---|
| Maximum | 12898.4 |
| Zeros | 9597 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.1 |
| Q1 | 14.1 |
| median | 32.3 |
| Q3 | 57.1 |
| 95-th percentile | 182.5 |
| Maximum | 12898.4 |
| Range | 12898.4 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 133.8720623 |
|---|---|
| Coefficient of variation (CV) | 2.464761888 |
| Kurtosis | 1168.303684 |
| Mean | 54.31439966 |
| Median Absolute Deviation (MAD) | 19.6 |
| Skewness | 25.23323843 |
| Sum | 22082714.1 |
| Variance | 17921.72906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9597 | 2.4% |
| 13.1 | 1248 | 0.3% |
| 13 | 1206 | 0.3% |
| 13.3 | 1198 | 0.3% |
| 13.4 | 1188 | 0.3% |
| 13.2 | 1182 | 0.3% |
| 5 | 1123 | 0.3% |
| 12.6 | 1122 | 0.3% |
| 16.1 | 1114 | 0.3% |
| 12.9 | 1111 | 0.3% |
| Other values (6068) | 386483 |
| Value | Count | Frequency (%) |
| 0 | 9597 | |
| 0.2 | 1 | < 0.1% |
| 0.3 | 5 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.5 | 6 | < 0.1% |
| 0.6 | 2 | < 0.1% |
| 0.7 | 9 | < 0.1% |
| 0.8 | 6 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| 1 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 12898.4 | 1 | < 0.1% |
| 10591 | 1 | < 0.1% |
| 9795 | 3 | |
| 9021.4 | 1 | < 0.1% |
| 8661.1 | 1 | < 0.1% |
| 8360.1 | 1 | < 0.1% |
| 7836 | 1 | < 0.1% |
| 7469.2 | 1 | < 0.1% |
| 7191.8 | 1 | < 0.1% |
| 7169 | 1 | < 0.1% |
| Distinct | 65454 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.52501865 |
| Minimum | 0 |
|---|---|
| Maximum | 40721.93329 |
| Zeros | 19986 |
| Zeros (%) | 4.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.316227766 |
| Q1 | 0.6992058988 |
| median | 1.490711985 |
| Q3 | 5.334374898 |
| 95-th percentile | 43.01107737 |
| Maximum | 40721.93329 |
| Range | 40721.93329 |
| Interquartile range (IQR) | 4.635169 |
Descriptive statistics
| Standard deviation | 156.3643372 |
|---|---|
| Coefficient of variation (CV) | 8.008409111 |
| Kurtosis | 11559.34619 |
| Mean | 19.52501865 |
| Median Absolute Deviation (MAD) | 1.007666093 |
| Skewness | 56.63966126 |
| Sum | 7938325.882 |
| Variance | 24449.80596 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 19986 | 4.9% |
| 0.4830458915 | 3297 | 0.8% |
| 0.5163977795 | 3001 | 0.7% |
| 0.4216370214 | 2734 | 0.7% |
| 0.316227766 | 2671 | 0.7% |
| 0.5163977795 | 2420 | 0.6% |
| 0.5676462122 | 2247 | 0.6% |
| 0.316227766 | 2233 | 0.5% |
| 0.6749485577 | 2176 | 0.5% |
| 0.6992058988 | 1969 | 0.5% |
| Other values (65444) | 363838 |
| Value | Count | Frequency (%) |
| 0 | 19986 | |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 3 | < 0.1% |
| 0.316227766 | 8 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 31 | < 0.1% |
| 0.316227766 | 38 | < 0.1% |
| 0.316227766 | 32 | < 0.1% |
| 0.316227766 | 245 | 0.1% |
| Value | Count | Frequency (%) |
| 40721.93329 | 1 | |
| 6025.531078 | 1 | |
| 5769.017083 | 1 | |
| 5596.695096 | 1 | |
| 5413.64582 | 1 | |
| 5215.541693 | 1 | |
| 5123.838632 | 1 | |
| 4986.047833 | 1 | |
| 4969.887251 | 1 | |
| 4931.598794 | 1 |
dropped_frames_mean
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 915 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1730432.424 |
| Minimum | 0 |
|---|---|
| Maximum | 2097288600 |
| Zeros | 375215 |
| Zeros (%) | 92.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.5 |
| Maximum | 2097288600 |
| Range | 2097288600 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 49300910.71 |
|---|---|
| Coefficient of variation (CV) | 28.49051487 |
| Kurtosis | 1023.151035 |
| Mean | 1730432.424 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 31.2300008 |
| Sum | 7.035453715 × 1011 |
| Variance | 2.430579797 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 375215 | |
| 3.3 | 928 | 0.2% |
| 3.4 | 907 | 0.2% |
| 3.5 | 717 | 0.2% |
| 3.2 | 595 | 0.1% |
| 3.6 | 580 | 0.1% |
| 6 | 498 | 0.1% |
| 6.6 | 428 | 0.1% |
| 0.1 | 420 | 0.1% |
| 3.7 | 417 | 0.1% |
| Other values (905) | 25867 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 375215 | |
| 0.1 | 420 | 0.1% |
| 0.2 | 133 | < 0.1% |
| 0.3 | 108 | < 0.1% |
| 0.4 | 120 | < 0.1% |
| 0.5 | 105 | < 0.1% |
| 0.6 | 121 | < 0.1% |
| 0.7 | 120 | < 0.1% |
| 0.8 | 110 | < 0.1% |
| 0.9 | 115 | < 0.1% |
| Value | Count | Frequency (%) |
| 2097288600 | 8 | < 0.1% |
| 1936746000 | 50 | |
| 1936091400 | 1 | < 0.1% |
| 1799290200 | 1 | < 0.1% |
| 1735023100 | 13 | < 0.1% |
| 1684955400 | 16 | < 0.1% |
| 1682201200 | 21 | |
| 1667911200 | 14 | < 0.1% |
| 1665420800 | 28 | |
| 1639707880 | 1 | < 0.1% |
| Distinct | 6578 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137827.8704 |
| Minimum | 0 |
|---|---|
| Maximum | 996375136.4 |
| Zeros | 377427 |
| Zeros (%) | 92.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 11.70042734 |
| Maximum | 996375136.4 |
| Range | 996375136.4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9229775.537 |
|---|---|
| Coefficient of variation (CV) | 66.96595916 |
| Kurtosis | 5737.257391 |
| Mean | 137827.8704 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 73.37976309 |
| Sum | 5.603695291 × 1010 |
| Variance | 8.518875646 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 377427 | |
| 10.43551628 | 917 | 0.2% |
| 11.06797181 | 700 | 0.2% |
| 10.75174404 | 625 | 0.2% |
| 10.11928851 | 585 | 0.1% |
| 11.38419958 | 568 | 0.1% |
| 0.316227766 | 422 | 0.1% |
| 11.70042734 | 409 | 0.1% |
| 18.97366596 | 374 | 0.1% |
| 18.65743819 | 351 | 0.1% |
| Other values (6568) | 24194 | 6.0% |
| Value | Count | Frequency (%) |
| 0 | 377427 | |
| 0.316227766 | 422 | 0.1% |
| 0.4216370214 | 1 | < 0.1% |
| 0.4216370214 | 5 | < 0.1% |
| 0.4830458915 | 17 | < 0.1% |
| 0.4830458915 | 1 | < 0.1% |
| 0.5163977795 | 1 | < 0.1% |
| 0.5163977795 | 5 | < 0.1% |
| 0.5163977795 | 2 | < 0.1% |
| 0.5270462767 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 996375136.4 | 1 | |
| 988728405.3 | 1 | |
| 935537198.3 | 1 | |
| 902305725.8 | 1 | |
| 864826861.5 | 1 | |
| 851095768.9 | 1 | |
| 838095780.2 | 1 | |
| 825622032.5 | 1 | |
| 824661111.7 | 1 | |
| 815553396.8 | 1 |
dropped_frames_max
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 374 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1893338.78 |
| Minimum | 0 |
|---|---|
| Maximum | 2097288600 |
| Zeros | 375215 |
| Zeros (%) | 92.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 39 |
| Maximum | 2097288600 |
| Range | 2097288600 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 52410035 |
|---|---|
| Coefficient of variation (CV) | 27.68127688 |
| Kurtosis | 922.63939 |
| Mean | 1893338.78 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.76581419 |
| Sum | 7.697785346 × 1011 |
| Variance | 2.746811768 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 375215 | |
| 33 | 1187 | 0.3% |
| 34 | 1142 | 0.3% |
| 35 | 858 | 0.2% |
| 60 | 820 | 0.2% |
| 36 | 752 | 0.2% |
| 59 | 703 | 0.2% |
| 32 | 693 | 0.2% |
| 48 | 649 | 0.2% |
| 1 | 602 | 0.1% |
| Other values (364) | 23951 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 375215 | |
| 1 | 602 | 0.1% |
| 2 | 136 | < 0.1% |
| 3 | 127 | < 0.1% |
| 4 | 139 | < 0.1% |
| 5 | 106 | < 0.1% |
| 6 | 185 | < 0.1% |
| 7 | 126 | < 0.1% |
| 8 | 112 | < 0.1% |
| 9 | 120 | < 0.1% |
| Value | Count | Frequency (%) |
| 2097288600 | 9 | < 0.1% |
| 1936746000 | 53 | |
| 1936091400 | 2 | < 0.1% |
| 1852796200 | 3 | < 0.1% |
| 1799290200 | 2 | < 0.1% |
| 1763838200 | 1 | < 0.1% |
| 1735023100 | 21 | < 0.1% |
| 1684955400 | 18 | < 0.1% |
| 1682201200 | 25 | |
| 1667911200 | 19 | < 0.1% |
auto_bitrate_state
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| off | |
|---|---|
| full | |
| partial | 410 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.190873941 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1297320 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | off |
|---|---|
| 2nd row | off |
| 3rd row | off |
| 4th row | off |
| 5th row | off |
Common Values
| Value | Count | Frequency (%) |
| off | 330198 | |
| full | 75964 | 18.7% |
| partial | 410 | 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| off | 330198 | |
| full | 75964 | 18.7% |
| partial | 410 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 736360 | |
| o | 330198 | |
| l | 152338 | 11.7% |
| u | 75964 | 5.9% |
| a | 820 | 0.1% |
| p | 410 | < 0.1% |
| r | 410 | < 0.1% |
| t | 410 | < 0.1% |
| i | 410 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1297320 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 736360 | |
| o | 330198 | |
| l | 152338 | 11.7% |
| u | 75964 | 5.9% |
| a | 820 | 0.1% |
| p | 410 | < 0.1% |
| r | 410 | < 0.1% |
| t | 410 | < 0.1% |
| i | 410 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1297320 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 736360 | |
| o | 330198 | |
| l | 152338 | 11.7% |
| u | 75964 | 5.9% |
| a | 820 | 0.1% |
| p | 410 | < 0.1% |
| r | 410 | < 0.1% |
| t | 410 | < 0.1% |
| i | 410 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1297320 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 736360 | |
| o | 330198 | |
| l | 152338 | 11.7% |
| u | 75964 | 5.9% |
| a | 820 | 0.1% |
| p | 410 | < 0.1% |
| r | 410 | < 0.1% |
| t | 410 | < 0.1% |
| i | 410 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| partial | |
|---|---|
| off |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.534881891 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2656900 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | partial |
|---|---|
| 2nd row | partial |
| 3rd row | partial |
| 4th row | partial |
| 5th row | partial |
Common Values
| Value | Count | Frequency (%) |
| partial | 359296 | |
| off | 47276 | 11.6% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| partial | 359296 | |
| off | 47276 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 718592 | |
| p | 359296 | |
| r | 359296 | |
| t | 359296 | |
| i | 359296 | |
| l | 359296 | |
| f | 94552 | 3.6% |
| o | 47276 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2656900 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 718592 | |
| p | 359296 | |
| r | 359296 | |
| t | 359296 | |
| i | 359296 | |
| l | 359296 | |
| f | 94552 | 3.6% |
| o | 47276 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2656900 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 718592 | |
| p | 359296 | |
| r | 359296 | |
| t | 359296 | |
| i | 359296 | |
| l | 359296 | |
| f | 94552 | 3.6% |
| o | 47276 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2656900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 718592 | |
| p | 359296 | |
| r | 359296 | |
| t | 359296 | |
| i | 359296 | |
| l | 359296 | |
| f | 94552 | 3.6% |
| o | 47276 | 1.8% |
| Distinct | 118 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.41353561 |
| Minimum | 0 |
|---|---|
| Maximum | 250 |
| Zeros | 47276 |
| Zeros (%) | 11.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 50 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 100 |
| Maximum | 250 |
| Range | 250 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 34.83604485 |
|---|---|
| Coefficient of variation (CV) | 0.6775656339 |
| Kurtosis | 9.141770929 |
| Mean | 51.41353561 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.425718249 |
| Sum | 20903304 |
| Variance | 1213.550021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50 | 312482 | |
| 0 | 47276 | 11.6% |
| 100 | 21152 | 5.2% |
| 200 | 13841 | 3.4% |
| 20 | 6955 | 1.7% |
| 40 | 2756 | 0.7% |
| 60 | 246 | 0.1% |
| 22 | 159 | < 0.1% |
| 42 | 133 | < 0.1% |
| 44 | 82 | < 0.1% |
| Other values (108) | 1490 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 47276 | |
| 4 | 2 | < 0.1% |
| 5 | 19 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 5 | < 0.1% |
| 10 | 26 | < 0.1% |
| 12 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 17 | < 0.1% |
| 20 | 6955 | 1.7% |
| Value | Count | Frequency (%) |
| 250 | 13 | < 0.1% |
| 235 | 1 | < 0.1% |
| 230 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 210 | 1 | < 0.1% |
| 200 | 13841 | |
| 195 | 2 | < 0.1% |
| 190 | 14 | < 0.1% |
| 185 | 24 | < 0.1% |
| 182 | 2 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| 0 | |
|---|---|
| 1 | 27834 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 406572 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 378738 | |
| 1 | 27834 | 6.8% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 378738 | |
| 1 | 27834 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 378738 | |
| 1 | 27834 | 6.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 406572 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 378738 | |
| 1 | 27834 | 6.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 406572 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 378738 | |
| 1 | 27834 | 6.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 406572 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 378738 | |
| 1 | 27834 | 6.8% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24.4 | 0.516398 | 0 | 91.1 | 6.723921 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 1 | 28.6 | 2.065591 | 0 | 99.7 | 15.923777 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 2 | 30.0 | 0.000000 | 0 | 98.1 | 11.798776 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 3 | 30.3 | 0.948683 | 0 | 99.4 | 13.014522 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 4 | 29.9 | 0.316228 | 0 | 123.2 | 62.476307 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 5 | 29.5 | 1.649916 | 0 | 131.2 | 114.257798 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 6 | 24.3 | 0.483046 | 0 | 98.3 | 16.499495 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 7 | 24.5 | 0.971825 | 0 | 141.9 | 103.814418 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 8 | 30.0 | 0.000000 | 0 | 107.5 | 18.733511 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 9 | 30.0 | 0.471405 | 0 | 108.2 | 10.952422 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
Last rows
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 406562 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406563 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406564 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406565 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406566 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406567 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406568 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406569 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406570 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
| 406571 | 40.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | full | partial | 50.0 | 0 |
Most frequently occurring
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | off | 0.0 | 1 | 1787 |
| 1360 | 30.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 763 |
| 462 | 25.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 290 |
| 785 | 28.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 251 |
| 56 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 7471184.0 | 0.0 | 7471184.0 | off | off | 0.0 | 1 | 248 |
| 829 | 29.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 242 |
| 8690 | 57.0 | 0.0 | 0 | 57.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 240 |
| 195 | 24.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 230 |
| 713 | 26.0 | 0.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 203 |
| 8803 | 60.0 | 0.0 | 0 | 86.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 202 |